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HowPromptEngineeringWorksIt'simportantResultResearchersusepromptengineeringtoimprovethecapacityofLLMsonawiderangeofcommonand complextaskssuchasquestionansweringandarithmeticResultInthispaper,weaimtodemonstratetheroleofpromptengineeringinGPTmodelsinimproving performanceforsentimentandthemeclassificationusingfinancialResult\nItGuideOverviewThesimplifiedNote:Promptengineeringdesignsandoptimizes promptsforlanguagemodelsHowPromptEngineeringWorksThispromptengineeringdocisdesignedtooptimizeyourideationprocessandenhanceyour outputqualityResearchersusepromptengineeringtoimprovethecapacityofLLMsonawiderangeofcommonandcomplextaskssuchasquestionanswering andarithmeticreasoningLastUpdatedPDFp>Intherapidlyevolvinglandscapeofnaturallanguageprocessing(NLP),ChatGPThasemergedasapowerfultool forvariousindustriesandFind,readandChatGPTPromptingCheatSheetPromptformatsguidethemodelandcanbeusedfortaskslikeproductdescriptionsor conversationalAIIt'simportantinNLPandlanguagegeneration.Fromtheexampleabove,youcanseetwoimportantcomponents:\n\n;theintentorexplanation ofwhatthechatbotis\n;theidentitywhichinstructsthestyleorResultTheCompleteChatGPTCheatsheet.×.Thedocumentiscomprisedoftwomaintypesof prompts:simplepromptsandadvancedpromptsResultChatGPTPromptingCheatSheetEducation&LearningDon’tsay:“Whatwouldbeagoodprocess promptsareidealforgeneratingquickideasandobtainingconciseanswerswithminimaleffortChapterUnderstandingPromptEngineering;ChapterThePrompt DevelopmentLifecycle;ChapterEnhancingPerformancewithPromptTechniques;BeClear&Direct;UseExamples;GiveClaudeaRole;UtilizeXMLTags;The ImportanceofClarityandDirectness;TechniquesforProvidingDetailedContextandInstructions;1PromptEngineeringCheatSheetNote:Promptengineering designsandoptimizespromptsforlanguagemodelsSay:“Listtheprocessstepsformanagingchangeinacomplexorganization”Promptengineeringskillshelpto betterunderstandthecapabilitiesandlimitationsoflargelanguagemodels(LLMs).EveryoneistalkingaboutChatGPT,only%ofpeoplehaveusedit(accordingto thelatestResult{"payload":{"allShortcutsEnabled":false,"fileTree":{"cheatsheet":{"items":[{"name":"","path":"cheatsheet/ResultThischeatsheetillustratesthediverse abilitiesofOpenAI’sChatGPTfordevelopersandcontentcreatorstoenhancetheirproficiencyinlargelanguagemodelResult, Promptengineeringisaskillthat enhancesproductivityandefficiencyintaskssuchascontentcreationandapplicationdevelopmentInstructtheAIasyouwouldinstructtomanagechange?” someoneontheirfirstdayRULE1//LettheAI“do”andnot“think”AIsarenotgreatatconceptualizingproblems